Towards Vision-Language Geo-Foundation Models: A Survey

arXiv, 2024
Yue Zhou · Litong Feng · Yiping Ke · Xue Jiang · Junchi Yan · Xue Yang · Wayne Zhang

This repo is used for recording, tracking, and benchmarking several recent vision-language geo-foundation models (VLGFM) to supplement our survey. If you find any work missing or have any suggestions (papers, implementations, and other resources), feel free to pull requests. We will add the missing papers to this repo as soon as possible.

🙌 Add Your Paper in our Repo and Survey!!!!!

• You are welcome to give us an issue or PR for your VLGFM work !!!!!

• Note that: Due to the huge paper in Arxiv, we are sorry to cover all in our survey. You can directly present a PR into this repo and we will record it for next version update of our survey.

🥳 New

• We update GitHub to record the available paper by the end of 2024/6/13.

✨ Highlight!!

• The first survey for vision-language geo-foundation models, including contrastive/conversational/generative geo-foundation models.

• It also contains several related works, including exploration and application of some downstream tasks.

• We list detailed results for the most representative works and give a fairer and clearer comparison of different approaches.

📖 Introduction

This survey presents the first detailed survey on remote sensing vision language foundation models, including Contrastive/Conversational/Generative VLGFMs.

📗 Summary of Contents

• 📖 Introduction
• 📗 Summary of Contents
• 📚 Methods: A Survey
  • Contrastive VLGFMs
  • Conversational VLGFMs
  • Generative VLGFMs
  • Datasets & Benchmarks
• 🕹️ Application
  • Captioning
  • Retrieval
  • Change Detection
  • Scene Classification
  • Segmentation
  • Visual Question Answering
  • Geospatial Localization
  • Super-Resolution
• 📊 Exploration
• 👨‍🏫 Survey
• 🖊️ Citation
• 🐲 Contact

📚 Methods: A Survey

Keywords

• clip: Use CLIP
• llm: Use LLM (Large Language Model)
• sam: Use SAM (Segment Anything Model)
• i-t: Annotate using image-text tuples
• v-t: Annotate using video-text tuples
• i-t-b: Annotate using image-text-box triplets
• i-t-m: Annotate using image-text-mask triplets

image-caption-mask triplets

Contrastive VLGFMs

Year	Venue	Keywords	Paper Title	Code/Project
2023	arXiv	clip	RS5M and GeoRSCLIP: A Large Scale Vision-Language Dataset and A Large Vision-Language Model for Remote Sensing	Code
2024	ICLR	clip	GRAFT: Remote Sensing Vision-Language Foundation Models without Annotations via Ground Remote Alignment	Project
2024	AAAI	clip	SkyScript: A Large and Semantically Diverse Vision-Language Dataset for Remote Sensing	Code
2024	arXiv	clip	Mind the Modality Gap: Towards a Remote Sensing Vision-Language Model via Cross-modal Alignment	N/A
2024	TGRS	clip	RemoteCLIP: A Vision Language Foundation Model for Remote Sensing	Code

Conversational VLGFMs

Year	Venue	Keywords	Paper Title	Code/Project
2023	arXiv	llm	Rsgpt: A remote sensing vision language model and benchmark	Code
2024	CVPR	llm	GeoChat: Grounded Large Vision-Language Model for Remote Sensing	Code
2024	arXiv	llm	SkyEyeGPT: Unifying Remote Sensing Vision-Language Tasks via Instruction Tuning with Large Language Model	Code
2024	arXiv	llm	Earthgpt: A universal multi-modal large language model for multi-sensor image comprehension in remote sensing domain	N/A
2024	arXiv	llm	LHRS-Bot: Empowering Remote Sensing with VGI-Enhanced Large Multimodal Language Model	Code
2024	arXiv	llm	Large Language Models for Captioning and Retrieving Remote Sensing Images	N/A
2024	arXiv	llm	H2RSVLM: Towards Helpful and Honest Remote Sensing Large Vision Language Model	N/A
2024	RS	llm	RS-LLaVA: A Large Vision-Language Model for Joint Captioning and Question Answering in Remote Sensing Imagery	Code
2024	arXiv	llm	SkySenseGPT: A Fine-Grained Instruction Tuning Dataset and Model for Remote Sensing Vision-Language Understanding	N/A

Generative VLGFMs

Year	Venue	Keywords	Paper Title	Code/Project
2024	ICLR	clip	DiffusionSat: A Generative Foundation Model for Satellite Imagery	Code
2024	arXiv	clip	CRS-Diff: Controllable Generative Remote Sensing Foundation Model	N/A

Datasets & Benchmark

Year	Venue	Keywords	Name	Code/Project	Download
2016	CITS	i-t	Sydney-Captions & UCM-Captions	[N/A]	link,link2
2017	TGRS	i-t	RSICD	Project	Link
2020	TGRS	i-t	RSVQA-LR & RSVQA-HR	Project	link1,link2
2021	IGARSS	i-t	RSVQAxBEN	Project	link
2021	Access	i-t	FloodNet	Project	link
2021	TGRS	i-t	RSITMD	Code	link
2021	TGRS	i-t	RSIVQA	Code	link
2022	TGRS	i-t	NWPU-Captions	Project	link
2022	TGRS	i-t	CRSVQA	Project	link
2022	TGRS	i-t	LEVIR-CC	Project	link
2022	TGRS	i-t	CDVQA	Project	link
2022	TGRS	i-t	UAV-Captions	N/A	N/A
2022	MM	i-t-b	RSVG	Project	link
2022	RS	v-t	CapERA	Project	link
2023	TGRS	i-t-b	DIOR-RSVG	Project	link
2023	arXiv	i-t	RemoteCount	Code	N/A
2023	arXiv	i-t	RS5M	Code	link
2023	arXiv	i-t	RSICap & RSIEval	Code	N/A
2023	arXiv	i-t	LAION-EO	N/A	link
2023	ICCVW	i-t	SATIN	Project	link
2024	ICLR	i-t	NAIP-OSM	Project	N/A
2024	AAAI	i-t	SkyScript	Code	link
2024	AAAI	i-t-m	EarthVQA	Project	N/A
2024	TGRS	i-t-m	RRSIS	Code	link
2024	CVPR	i-t	GeoChat-Instruct & GeoChat-Bench	Code	link
2024	CVPR	i-t-m	RRSIS-D	Code	link
2024	arXiv	i-t	SkyEye-968k	Code	N/A
2024	arXiv	i-t	MMRS-1M	Project	N/A
2024	arXiv	i-t	LHRS-Align & LHRS-Instruct	Code	N/A
2024	arXiv	i-t-m	ChatEarthNet	project	link
2024	arXiv	i-t	VLEO-Bench	Code	link
2024	arXiv	i-t	LuoJiaHOG	N/A	N/A
2024	arXiv	i-t-m	FineGrip	N/A	N/A

🕹️ Application

Captioning

Year	Venue	Keywords	Paper Title	Code/Project
2023	TGRS	llm	A Decoupling Paradigm With Prompt Learning for Remote Sensing Image Change Captioning	Code
2023	JSEE	llm	VLCA: vision-language aligning model with cross-modal attention for bilingual remote sensing image captioning	N/A

Retrieval

Year	Venue	Keywords	Paper Title	Code/Project
2022	VT	llm	CLIP-RS: A Cross-modal Remote Sensing Image Retrieval Based on CLIP, a Northern Virginia Case Study	N/A
2024	arXiv	llm	Multi-Spectral Remote Sensing Image Retrieval Using Geospatial Foundation Models	Code

Change Detection

Year	Venue	Keywords	Paper Title	Code/Project
2023	arXiv	sam	Time Travelling Pixels: Bitemporal Features Integration with Foundation Model for Remote Sensing Image Change Detection	Code
2024	JPRS	clip	ChangeCLIP: Remote sensing change detection with multimodal vision-language representation learning	Code
2024	TGRS	llm	A New Learning Paradigm for Foundation Model-Based Remote-Sensing Change Detection	Code
2024	arXiv	sam	Change Detection Between Optical Remote Sensing Imagery and Map Data via Segment Anything Model (SAM)	N/A
2024	arXiv	sam	Segment Any Change	N/A

Scene Classification

Year	Venue	Keywords	Paper Title	Code/Project
2023	IJAEOG	clip	RS-CLIP: Zero shot remote sensing scene classification via contrastive vision-language supervision	Code

Segmentation

Year	Venue	Keywords	Paper Title	Code/Project
2023	arXiv	sam clip	Text2Seg: Remote Sensing Image Semantic Segmentation via Text-Guided Vision Foundation Models	Code
2024	TGRS		RRSIS: Referring Remote Sensing Image Segmentation	Code
2024	CVPR		Rotated Multi-Scale Interaction Network for Referring Remote Sensing Image Segmentation	Code
2024	WACV		CPSeg: Finer-grained Image Semantic Segmentation via Chain-of-Thought Language Prompting	N/A

Visual Question Answering

Year	Venue	Keywords	Paper Title	Code/Project
2022	CVPRW		Prompt-RSVQA: Prompting visual context to a language model for remote sensing visual question answering	N/A
2024	AAAI		EarthVQA: Towards Queryable Earth via Relational Reasoning-Based Remote Sensing Visual Question Answering	Project

Geospatial Localization

Year	Venue	Keywords	Paper Title	Code/Project
2023	ICML	clip	CSP: Self-Supervised Contrastive Spatial Pre-Training for Geospatial-Visual Representations	Code
2023	NeurIPS	clip	GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization	Code
2023	arXiv	clip	SatCLIP: Global, General-Purpose Location Embeddings with Satellite Imagery	Code

Object Detection

Year	Venue	Keywords	Paper Title	Code/Project
2023	arXiv	clip	Stable Diffusion For Aerial Object Detection	N/A

Super-Resolution

Year	Venue	Keywords	Paper Title	Code/Project
2023	arXiv	clip	Zooming Out on Zooming In: Advancing Super-Resolution for Remote Sensing	Code

📊 Exploration

Year	Venue	Keywords	Paper Title	Code/Project
2022	TGRS		An Empirical Study of Remote Sensing Pretraining	Code
2023	arXiv		Autonomous GIS: the next-generation AI-powered GIS	N/A
2023	arXiv		GPT4GEO: How a Language Model Sees the World's Geography	Code
2023	arXiv		Charting New Territories: Exploring the Geographic and Geospatial Capabilities of Multimodal LLMs	Code
2023	arXiv		The Potential of Visual ChatGPT For Remote Sensing	N/A

👨‍🏫 Survey

Year	Venue	Keywords	Paper Title	Code/Project
2023	IGARSS		An Agenda for Multimodal Foundation Models for Earth Observation	N/A
2023	TGRS		Self-Supervised Remote Sensing Feature Learning: Learning Paradigms, Challenges, and Future Works	N/A
2023	GISWU		Large Remote Sensing Model: Progress and Prospects	N/A
2023	JSTARS		Brain-Inspired Remote Sensing Foundation Models and Open Problems: A Comprehensive Survey	N/A
2023	arXiv		On the Promises and Challenges of Multimodal Foundation Models for Geographical, Environmental, Agricultural, and Urban Planning Applications	N/A
2024	GRSM		Vision-Language Models in Remote Sensing: Current Progress and Future Trends	N/A

🖊️ Citation

If you find our survey and repository useful for your research project, please consider citing our paper:

@article{zhou2024vlgfm,
  title={Towards Vision-Language Geo-Foundation Models: A Survey},
  author={Yue Zhou and Litong Feng and Yiping Ke and Xue Jiang and Junchi Yan and Xue Yang and Wayne Zhang},
  journal={arXiv preprint arXiv:2406.09385},
  year={2024}
}

🐲 Contact

[email protected]